
Edge AI Coding — Part 3: Axelera Wingman
Axelera’s Wingman found the bug in my Metis benchmark code, taking ResNet-50 from 695 to 1601 FPS on four cores.

Axelera’s Wingman found the bug in my Metis benchmark code, taking ResNet-50 from 695 to 1601 FPS on four cores.

How I turned Part 1’s ‘skills from struggle’ insight into a working library of Edge AI vendor skills — one per accelerator.

A compile-survey of vendor Yocto layers (meta-hailo, meta-axelera, meta-deepx-m1, memx-yocto) against the scarthgap LTS release, on AMD Zynq-UltraScale+ platforms.

Reproducing — and surpassing — Axelera’s published resnet50 benchmark on the Metis, with independent power measurement.